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The XLOGP31 predicts the logP value of a query compound using known logP value of a reference compound as a starting point.The difference between the logP values of the query compound and the reference compound is then estimated by an additive model.Recently, Tetko et al.announce a new challenge to predict the logP values of 1,000 compounds based on the training set of 17,233 compounds with experimental logP values.